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开源软件名称（OpenSource Name）：llSourcell/quantum_machine_learning开源软件地址(OpenSource Url)：https://github.com/llSourcell/quantum_machine_learning开源编程语言(OpenSource Language)：HTML 100.0%开源软件介绍(OpenSource Introduction)：Awesome Quantum Machine Learning
This is the code for this video on Youtube by Siraj Raval. Credits for compiling this list go to krishnakumarsekar. A curated list of awesome quantum machine learning algorithms,study materials,libraries and software (by language).
Table of Contents
INTRODUCTIONWhy Quantum Machine Learning?Machine Learning(ML) is just a term in recent days but the work effort start from 18th century.What is Machine Learning ? , In Simple word the answer is making the computer or application to learn themselves . So its totally related with computing fields like computer science and IT ? ,The answer is not true . ML is a common platform which is mingled in all the aspects of the life from agriculture to mechanics . Computing is a key component to use ML easily and effectively . To be more clear ,Who is the mother of ML ?, As no option Mathematics is the mother of ML . The world tremendous invention complex numbers given birth to this field . Applying mathematics to the real life problem always gives a solution . From Neural Network to the complex DNA is running under some specific mathematical formulas and theorems.As computing technology growing faster and faster mathematics entered into this field and makes the solution via computing to the real world . In the computing technology timeline once a certain achievements reached peoples interested to use advanced mathematical ideas such as complex numbers ,eigen etc and its the kick start for the ML field such as Artificial Neural Network ,DNA Computing etc.Now the main question, why this field is getting boomed now a days ? , From the business perspective , 8-10 Years before during the kick start time for ML ,the big barrier is to merge mathematics into computing field . people knows well in computing has no idea on mathematics and research mathematician has no idea on what is computing . The education as well as the Job Opportunities is like that in that time . Even if a person tried to study both then the business value for making a product be not good.Then the top product companies like Google ,IBM ,Microsoft decided to form a team with mathematician ,a physician and a computer science person to come up with various ideas in this field . Success of this team made some wonderful products and they started by providing cloud services using this product . Now we are in this stage.So what's next ? , As mathematics reached the level of time travel concepts but the computing is still running under classical mechanics . the companies understood, the computing field must have a change from classical to quantum, and they started working on the big Quantum computing field, and the market named this field as Quantum Information Science .The kick start is from Google and IBM with the Quantum Computing processor (D-Wave) for making Quantum Neural Network .The field of Quantum Computer Science and Quantum Information Science will do a big change in AI in the next 10 years. Waiting to see that........... .(google, ibm).References
BASICSWhat is Quantum Mechanics?In a single line study of an electron moved out of the atom then its classical mechanic ,vibrates inside the atom its quantum mechanics
What is Quantum Computing?A way of parallel execution of multiple processess in a same time using qubit ,It reduces the computation time and size of the processor probably in neuro size
Quantum Computing vs Classical Computing
Quantum ComputingAtom Structureone line : Electron Orbiting around the nucleous in an eliptical format
Photon Waveone line : Light nornmally called as wave transmitted as photons as similar as atoms in solid particles
Electron Fluctuation or spinone line : When a laser light collide with solid particles the electrons of the atom will get spin between the orbitary layers of the atom
Statesone line : Put a point on the spinning electron ,if the point is in the top then state 1 and its in bottom state 0
SuperPositiontwo line : During the spin of the electron the point may be in the middle of upper and lower position, So an effective decision needs to take on the point location either 0 or 1 . Better option to analyse it along with other electrons using probability and is called superposition
SuperPosition specific for machine learning(Quantum Walks)one line : As due to computational complexity ,quantum computing only consider superposition between limited electrons ,In case to merge more than one set quantum walk be the idea
Classical Bitsone line : If electron moved from one one atom to other ,from ground state to excited state a bit value 1 is used else bit value 0 used
Qubitone line : The superposition value of states of a set of electrons is QubitBasic Gates in Quantum Computingone line : As like NOT, OR and AND , Basic Gates like NOT, Hadamard gate , SWAP, Phase shift etc can be made with quantum gates
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